Image2Flow: A proof-of-concept hybrid image and graph convolutional neural network for rapid patient-specific pulmonary artery segmentation and CFD flow field calculation from 3D cardiac MRI data.

Computational fluid dynamics (CFD) can be used for non-invasive evaluation of hemodynamics. However, its routine use is limited by labor-intensive manual segmentation, CFD mesh creation, and time-consuming simulation. This study aims to train a deep learning model to both generate patient-specific v...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:PLoS Computational Biology
المؤلفون الرئيسيون: Tina Yao, Endrit Pajaziti, Michael Quail, Silvia Schievano, Jennifer Steeden, Vivek Muthurangu
التنسيق: مقال
اللغة:الإنجليزية
منشور في: Public Library of Science (PLoS) 2024-06-01
الوصول للمادة أونلاين:https://doi.org/10.1371/journal.pcbi.1012231